Анализ данных недвижимости

Brought to you by YData

Dataset statistics

Number of variables	18
Number of observations	10,000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	123.0 B

Variable types

Numeric	15
Boolean	3

Alerts

`studio` has constant value "False"	Constant
`build_year` is highly overall correlated with `building_id` and 2 other fields	High correlation
`building_id` is highly overall correlated with `build_year` and 2 other fields	High correlation
`building_type` is highly overall correlated with `ceiling_height`	High correlation
`ceiling_height` is highly overall correlated with `building_type`	High correlation
`floor` is highly overall correlated with `floors_total`	High correlation
`floors_total` is highly overall correlated with `build_year` and 2 other fields	High correlation
`has_elevator` is highly overall correlated with `build_year` and 1 other fields	High correlation
`living_area` is highly overall correlated with `price` and 2 other fields	High correlation
`price` is highly overall correlated with `living_area` and 2 other fields	High correlation
`rooms` is highly overall correlated with `living_area` and 2 other fields	High correlation
`total_area` is highly overall correlated with `living_area` and 2 other fields	High correlation
`is_apartment` is highly imbalanced (91.9%)	Imbalance
`has_elevator` is highly imbalanced (53.0%)	Imbalance
`price` is highly skewed (γ1 = 34.64963142)	Skewed
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`kitchen_area` has 730 (7.3%) zeros	Zeros
`living_area` has 629 (6.3%) zeros	Zeros
`building_type` has 123 (1.2%) zeros	Zeros

Reproduction

Analysis started	2025-05-13 13:40:07.927107
Analysis finished	2025-05-13 13:41:04.021505
Duration	56.09 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id
Real number (ℝ)

Uniform Unique

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4999.5

Minimum	0
Maximum	9999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	499.95
Q1	2499.75
median	4999.5
Q3	7499.25
95-th percentile	9499.05
Maximum	9999
Range	9999
Interquartile range (IQR)	4999.5

Descriptive statistics

Standard deviation	2886.8957
Coefficient of variation (CV)	0.57743688
Kurtosis	-1.2
Mean	4999.5
Median Absolute Deviation (MAD)	2500
Skewness	0
Sum	49995000
Variance	8334166.7
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9999	1	< 0.1%
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
Other values (9990)	9990	99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9999	1	< 0.1%
9998	1	< 0.1%
9997	1	< 0.1%
9996	1	< 0.1%
9995	1	< 0.1%
9994	1	< 0.1%
9993	1	< 0.1%
9992	1	< 0.1%
9991	1	< 0.1%
9990	1	< 0.1%

floor
Real number (ℝ)

High correlation

Distinct	47
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3318

Minimum	1
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	10
95-th percentile	17
Maximum	49
Range	48
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.5705307
Coefficient of variation (CV)	0.75977668
Kurtosis	5.1072479
Mean	7.3318
Median Absolute Deviation (MAD)	3
Skewness	1.6792073
Sum	73318
Variance	31.030812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
2	1033	10.3%
3	990	9.9%
5	954	9.5%
4	931	9.3%
1	791	7.9%
7	687	6.9%
6	667	6.7%
9	604	6.0%
8	593	5.9%
10	413	4.1%
Other values (37)	2337	23.4%

Value	Count	Frequency (%)
1	791	7.9%
2	1033	10.3%
3	990	9.9%
4	931	9.3%
5	954	9.5%
6	667	6.7%
7	687	6.9%
8	593	5.9%
9	604	6.0%
10	413	4.1%

Value	Count	Frequency (%)
49	1	< 0.1%
48	1	< 0.1%
46	4	< 0.1%
45	2	< 0.1%
44	3	< 0.1%
43	1	< 0.1%
42	3	< 0.1%
41	1	< 0.1%
40	1	< 0.1%
39	2	< 0.1%

is_apartment
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	9899
True	101

Value	Count	Frequency (%)
False	9899	99.0%
True	101	1.0%

kitchen_area
Real number (ℝ)

Zeros

Distinct	342
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.767798

Minimum	0
Maximum	100
Zeros	730
Zeros (%)	7.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.1799998
median	8.6000004
Q3	10
95-th percentile	16
Maximum	100
Range	100
Interquartile range (IQR)	3.8200002

Descriptive statistics

Standard deviation	4.7654227
Coefficient of variation (CV)	0.5435142
Kurtosis	26.100833
Mean	8.767798
Median Absolute Deviation (MAD)	1.8999996
Skewness	2.6868581
Sum	87677.98
Variance	22.709254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	1128	11.3%
10	914	9.1%
0	730	7.3%
9	701	7.0%
8	520	5.2%
7	406	4.1%
12	285	2.9%
11	239	2.4%
8.5	220	2.2%
6.5	161	1.6%
Other values (332)	4696	47.0%

Value	Count	Frequency (%)
0	730	7.3%
2	2	< 0.1%
2.099999905	1	< 0.1%
3	19	0.2%
3.200000048	1	< 0.1%
3.5	3	< 0.1%
4	18	0.2%
4.099999905	1	< 0.1%
4.400000095	1	< 0.1%
4.5	2	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
60	2	< 0.1%
59	1	< 0.1%
57	1	< 0.1%
51	1	< 0.1%
50	3	< 0.1%
45	1	< 0.1%
43.79999924	1	< 0.1%
41	1	< 0.1%
40	3	< 0.1%

living_area
Real number (ℝ)

High correlation Zeros

Distinct	851
Distinct (%)	8.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.316953

Minimum	0
Maximum	700
Zeros	629
Zeros (%)	6.3%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19.5
median	30
Q3	41.400002
95-th percentile	64.599999
Maximum	700
Range	700
Interquartile range (IQR)	21.900002

Descriptive statistics

Standard deviation	21.933199
Coefficient of variation (CV)	0.67869019
Kurtosis	99.19366
Mean	32.316953
Median Absolute Deviation (MAD)	10.700001
Skewness	5.2156838
Sum	323169.53
Variance	481.06523
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	629	6.3%
19	462	4.6%
20	338	3.4%
30	280	2.8%
18	275	2.8%
32	242	2.4%
18.89999962	176	1.8%
28	162	1.6%
31	156	1.6%
45	148	1.5%
Other values (841)	7132	71.3%

Value	Count	Frequency (%)
0	629	6.3%
8.600000381	3	< 0.1%
8.899999619	1	< 0.1%
9	1	< 0.1%
10	9	0.1%
10.10000038	4	< 0.1%
10.19999981	1	< 0.1%
10.80000019	1	< 0.1%
11	3	< 0.1%
11.30000019	1	< 0.1%

Value	Count	Frequency (%)
700	1	< 0.1%
278	1	< 0.1%
247	1	< 0.1%
245.8999939	1	< 0.1%
230	2	< 0.1%
216	1	< 0.1%
213	1	< 0.1%
210	2	< 0.1%
206.8000031	1	< 0.1%
200	3	< 0.1%

rooms
Real number (ℝ)

High correlation

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0628

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	0.94262666
Coefficient of variation (CV)	0.45696464
Kurtosis	1.3111541
Mean	2.0628
Median Absolute Deviation (MAD)	1
Skewness	0.82784522
Sum	20628
Variance	0.88854501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	3822	38.2%
1	3151	31.5%
3	2458	24.6%
4	432	4.3%
5	101	1.0%
6	29	0.3%
7	6	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
1	3151	31.5%
2	3822	38.2%
3	2458	24.6%
4	432	4.3%
5	101	1.0%
6	29	0.3%
7	6	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
7	6	0.1%
6	29	0.3%
5	101	1.0%
4	432	4.3%
3	2458	24.6%
2	3822	38.2%
1	3151	31.5%

studio
Boolean

Constant

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

False	10000

Value	Count	Frequency (%)
False	10000	100.0%

total_area
Real number (ℝ)

High correlation

Distinct	1184
Distinct (%)	11.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.636976

Minimum	12.3
Maximum	901
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	12.3
5-th percentile	32.099998
Q1	38.900002
median	51.599998
Q3	66
95-th percentile	109.41
Maximum	901
Range	888.7
Interquartile range (IQR)	27.099998

Descriptive statistics

Standard deviation	33.941564
Coefficient of variation (CV)	0.57884233
Kurtosis	81.079835
Mean	58.636976
Median Absolute Deviation (MAD)	13.099998
Skewness	5.9460219
Sum	586369.76
Variance	1152.0298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38	255	2.5%
45	217	2.2%
52	164	1.6%
39	162	1.6%
60	161	1.6%
40	150	1.5%
54	129	1.3%
35	128	1.3%
33	127	1.3%
44	104	1.0%
Other values (1174)	8403	84.0%

Value	Count	Frequency (%)
12.30000019	1	< 0.1%
13.30000019	1	< 0.1%
15.14999962	1	< 0.1%
15.80000019	1	< 0.1%
15.89999962	1	< 0.1%
16	1	< 0.1%
16.10000038	1	< 0.1%
16.44000053	1	< 0.1%
16.79999924	1	< 0.1%
17.20000076	1	< 0.1%

Value	Count	Frequency (%)
901	1	< 0.1%
757.7999878	1	< 0.1%
508	1	< 0.1%
494	1	< 0.1%
492.2999878	1	< 0.1%
486	1	< 0.1%
454	1	< 0.1%
400	1	< 0.1%
380	1	< 0.1%
376	1	< 0.1%

price
Real number (ℝ)

High correlation Skewed

Distinct	1392
Distinct (%)	13.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16901277

Minimum	11200
Maximum	2.4295601 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	11200
5-th percentile	6500000
Q1	8850000
median	11500000
Q3	15800000
95-th percentile	38000000
Maximum	2.4295601 × 10⁹
Range	2.4295489 × 10⁹
Interquartile range (IQR)	6950000

Descriptive statistics

Standard deviation	36452151
Coefficient of variation (CV)	2.156769
Kurtosis	2003.1141
Mean	16901277
Median Absolute Deviation (MAD)	3100000
Skewness	34.649631
Sum	1.6901277 × 10¹¹
Variance	1.3287593 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10500000	177	1.8%
9500000	175	1.8%
12500000	155	1.6%
11000000	142	1.4%
12000000	138	1.4%
8500000	137	1.4%
11500000	130	1.3%
9000000	117	1.2%
13500000	109	1.1%
10000000	106	1.1%
Other values (1382)	8614	86.1%

Value	Count	Frequency (%)
11200	1	< 0.1%
27000	2	< 0.1%
1799900	1	< 0.1%
2500000	1	< 0.1%
2550000	2	< 0.1%
3000000	1	< 0.1%
3290000	1	< 0.1%
3329999	1	< 0.1%
3330000	1	< 0.1%
3350000	1	< 0.1%

Value	Count	Frequency (%)
2429560064	1	< 0.1%
766955008	1	< 0.1%
727922944	1	< 0.1%
720000000	1	< 0.1%
707742016	1	< 0.1%
632951872	1	< 0.1%
539396992	1	< 0.1%
459397216	1	< 0.1%
443337600	1	< 0.1%
418455008	1	< 0.1%

building_id
Real number (ℝ)

High correlation

Distinct	7008
Distinct (%)	70.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13626.979

Minimum	3
Maximum	24618
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	3
5-th percentile	2057.85
Q1	8414.75
median	13665.5
Q3	19528.25
95-th percentile	23838
Maximum	24618
Range	24615
Interquartile range (IQR)	11113.5

Descriptive statistics

Standard deviation	6785.487
Coefficient of variation (CV)	0.49794506
Kurtosis	-1.0420645
Mean	13626.979
Median Absolute Deviation (MAD)	5572
Skewness	-0.13269277
Sum	1.3626979 × 10⁸
Variance	46042834
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24195	43	0.4%
24118	13	0.1%
24225	11	0.1%
24327	10	0.1%
24035	10	0.1%
17272	9	0.1%
24208	9	0.1%
22965	8	0.1%
23136	8	0.1%
23137	8	0.1%
Other values (6998)	9871	98.7%

Value	Count	Frequency (%)
3	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
15	1	< 0.1%
16	3	< 0.1%
25	1	< 0.1%
27	2	< 0.1%
33	1	< 0.1%
42	1	< 0.1%

Value	Count	Frequency (%)
24618	1	< 0.1%
24615	1	< 0.1%
24610	2	< 0.1%
24603	1	< 0.1%
24602	2	< 0.1%
24600	1	< 0.1%
24593	3	< 0.1%
24584	1	< 0.1%
24580	1	< 0.1%
24575	2	< 0.1%

build_year
Real number (ℝ)

High correlation

Distinct	112
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1985.2416

Minimum	1901
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1901
5-th percentile	1957
Q1	1969
median	1982
Q3	2005
95-th percentile	2017
Maximum	2023
Range	122
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	21.420292
Coefficient of variation (CV)	0.010789766
Kurtosis	-0.077791035
Mean	1985.2416
Median Absolute Deviation (MAD)	17
Skewness	-0.29398646
Sum	19852416
Variance	458.82891
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2018	266	2.7%
1968	261	2.6%
1970	253	2.5%
1972	246	2.5%
1969	239	2.4%
1967	237	2.4%
1971	234	2.3%
2017	223	2.2%
1973	222	2.2%
1975	222	2.2%
Other values (102)	7597	76.0%

Value	Count	Frequency (%)
1901	1	< 0.1%
1902	7	0.1%
1903	3	< 0.1%
1904	1	< 0.1%
1905	6	0.1%
1906	2	< 0.1%
1907	2	< 0.1%
1908	3	< 0.1%
1910	8	0.1%
1911	4	< 0.1%

Value	Count	Frequency (%)
2023	1	< 0.1%
2022	7	0.1%
2021	5	0.1%
2020	36	0.4%
2019	70	0.7%
2018	266	2.7%
2017	223	2.2%
2016	176	1.8%
2015	212	2.1%
2014	171	1.7%

building_type
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3015

Minimum	0
Maximum	6
Zeros	123
Zeros (%)	1.2%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4606886
Coefficient of variation (CV)	0.4424318
Kurtosis	-0.59894326
Mean	3.3015
Median Absolute Deviation (MAD)	0
Skewness	-0.34862082
Sum	33015
Variance	2.1336111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
4	5861	58.6%
1	1695	17.0%
2	1439	14.4%
6	784	7.8%
0	123	1.2%
3	98	1.0%

Value	Count	Frequency (%)
0	123	1.2%
1	1695	17.0%
2	1439	14.4%
3	98	1.0%
4	5861	58.6%
6	784	7.8%

Value	Count	Frequency (%)
6	784	7.8%
4	5861	58.6%
3	98	1.0%
2	1439	14.4%
1	1695	17.0%
0	123	1.2%

latitude
Real number (ℝ)

Distinct	6268
Distinct (%)	62.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.735827

Minimum	55.419483
Maximum	56.011032
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	55.419483
5-th percentile	55.5695
Q1	55.65591
median	55.73558
Q3	55.815793
95-th percentile	55.887362
Maximum	56.011032
Range	0.59154892
Interquartile range (IQR)	0.1598835

Descriptive statistics

Standard deviation	0.10402574
Coefficient of variation (CV)	0.001866407
Kurtosis	-0.55800337
Mean	55.735827
Median Absolute Deviation (MAD)	0.080015182
Skewness	0.0067565275
Sum	557358.27
Variance	0.010821354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55.77080536	44	0.4%
55.78516769	21	0.2%
55.78421021	19	0.2%
55.83442688	17	0.2%
55.63152313	14	0.1%
55.83548737	13	0.1%
55.74351883	11	0.1%
55.80357361	11	0.1%
55.55776596	11	0.1%
55.69853592	10	0.1%
Other values (6258)	9829	98.3%

Value	Count	Frequency (%)
55.41948318	1	< 0.1%
55.43046188	1	< 0.1%
55.43102264	2	< 0.1%
55.43135452	2	< 0.1%
55.4327507	1	< 0.1%
55.4480896	1	< 0.1%
55.46511078	1	< 0.1%
55.46642685	1	< 0.1%
55.46683502	1	< 0.1%
55.46781921	1	< 0.1%

Value	Count	Frequency (%)
56.0110321	1	< 0.1%
56.00934601	2	< 0.1%
56.00914001	1	< 0.1%
56.00882339	1	< 0.1%
56.00812149	2	< 0.1%
56.00650787	1	< 0.1%
56.00598526	2	< 0.1%
56.00557709	1	< 0.1%
56.00255966	2	< 0.1%
56.00019836	1	< 0.1%

longitude
Real number (ℝ)

Distinct	6201
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.591939

Minimum	36.864372
Maximum	37.941315
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	36.864372
5-th percentile	37.351322
Q1	37.493991
median	37.587103
Q3	37.703157
95-th percentile	37.828638
Maximum	37.941315
Range	1.0769424
Interquartile range (IQR)	0.20916653

Descriptive statistics

Standard deviation	0.15228009
Coefficient of variation (CV)	0.0040508709
Kurtosis	0.35146517
Mean	37.591939
Median Absolute Deviation (MAD)	0.097723007
Skewness	-0.21956036
Sum	375919.39
Variance	0.023189226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.5642128	46	0.5%
37.56404114	22	0.2%
37.56266785	20	0.2%
37.65960312	18	0.2%
37.65834808	15	0.1%
37.5163765	14	0.1%
37.42210007	11	0.1%
37.55502319	11	0.1%
37.59103775	11	0.1%
37.93551636	10	0.1%
Other values (6191)	9822	98.2%

Value	Count	Frequency (%)
36.86437225	1	< 0.1%
36.86503601	2	< 0.1%
36.86582565	2	< 0.1%
36.86939239	1	< 0.1%
36.92002106	2	< 0.1%
37.14593124	3	< 0.1%
37.14622498	1	< 0.1%
37.14664841	1	< 0.1%
37.14690781	1	< 0.1%
37.14756393	2	< 0.1%

Value	Count	Frequency (%)
37.9413147	4	< 0.1%
37.94085693	3	< 0.1%
37.93956375	5	0.1%
37.93946457	1	< 0.1%
37.9389267	2	< 0.1%
37.93870926	5	0.1%
37.9375267	3	< 0.1%
37.93703842	1	< 0.1%
37.93697739	2	< 0.1%
37.93670654	4	< 0.1%

ceiling_height
Real number (ℝ)

High correlation

Distinct	48
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7356491

Minimum	2
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	2
5-th percentile	2.48
Q1	2.6400001
median	2.6400001
Q3	2.8
95-th percentile	3.0999999
Maximum	8
Range	6
Interquartile range (IQR)	0.15999985

Descriptive statistics

Standard deviation	0.21147813
Coefficient of variation (CV)	0.077304556
Kurtosis	86.70175
Mean	2.7356491
Median Absolute Deviation (MAD)	0.059999943
Skewness	4.9562346
Sum	27356.491
Variance	0.044723001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
2.640000105	4461	44.6%
3	1464	14.6%
2.700000048	1102	11.0%
2.480000019	623	6.2%
2.74000001	493	4.9%
2.799999952	454	4.5%
2.5	279	2.8%
3.200000048	235	2.4%
2.599999905	158	1.6%
2.75	147	1.5%
Other values (38)	584	5.8%

Value	Count	Frequency (%)
2	2	< 0.1%
2.400000095	2	< 0.1%
2.480000019	623	6.2%
2.5	279	2.8%
2.529999971	1	< 0.1%
2.539999962	4	< 0.1%
2.549999952	3	< 0.1%
2.569999933	1	< 0.1%
2.599999905	158	1.6%
2.630000114	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
6	1	< 0.1%
4.5	1	< 0.1%
4.190000057	2	< 0.1%
4.150000095	7	0.1%
4.099999905	1	< 0.1%
4	13	0.1%
3.910000086	2	< 0.1%
3.799999952	4	< 0.1%
3.75	1	< 0.1%

flats_count
Real number (ℝ)

Distinct	668
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	245.4229

Minimum	1
Maximum	1630
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	1
5-th percentile	60
Q1	111
median	196
Q3	320
95-th percentile	586
Maximum	1630
Range	1629
Interquartile range (IQR)	209

Descriptive statistics

Standard deviation	199.08681
Coefficient of variation (CV)	0.81119901
Kurtosis	13.444195
Mean	245.4229
Median Absolute Deviation (MAD)	96
Skewness	2.7930255
Sum	2454229
Variance	39635.559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80	267	2.7%
84	216	2.2%
144	205	2.1%
215	187	1.9%
72	183	1.8%
287	152	1.5%
60	151	1.5%
128	141	1.4%
98	135	1.4%
320	132	1.3%
Other values (658)	8231	82.3%

Value	Count	Frequency (%)
1	15	0.1%
2	10	0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
9	2	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
1630	44	0.4%
1623	11	0.1%
1586	2	< 0.1%
1198	4	< 0.1%
1183	3	< 0.1%
1133	1	< 0.1%
1114	2	< 0.1%
1112	6	0.1%
1057	5	0.1%
1056	4	< 0.1%

floors_total
Real number (ℝ)

High correlation

Distinct	50
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.8451

Minimum	2
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.2 KiB

Quantile statistics

Minimum	2
5-th percentile	5
Q1	9
median	14
Q3	17
95-th percentile	25
Maximum	99
Range	97
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.6606413
Coefficient of variation (CV)	0.48108293
Kurtosis	7.6704682
Mean	13.8451
Median Absolute Deviation (MAD)	4
Skewness	1.6956144
Sum	138451
Variance	44.364142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	1865	18.6%
17	1717	17.2%
12	1272	12.7%
5	931	9.3%
14	822	8.2%
16	783	7.8%
22	393	3.9%
8	288	2.9%
25	286	2.9%
10	181	1.8%
Other values (40)	1462	14.6%

Value	Count	Frequency (%)
2	4	< 0.1%
3	31	0.3%
4	56	0.6%
5	931	9.3%
6	105	1.1%
7	125	1.2%
8	288	2.9%
9	1865	18.6%
10	181	1.8%
11	66	0.7%

Value	Count	Frequency (%)
99	1	< 0.1%
58	4	< 0.1%
57	1	< 0.1%
56	8	0.1%
49	2	< 0.1%
48	2	< 0.1%
47	15	0.1%
46	2	< 0.1%
44	46	0.5%
43	3	< 0.1%

has_elevator
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

True	8997
False	1003

Value	Count	Frequency (%)
True	8997	90.0%
False	1003	10.0%

	build_year	building_id	building_type	ceiling_height	flats_count	floor	floors_total	has_elevator	id	is_apartment	kitchen_area	latitude	living_area	longitude	price	rooms	total_area
build_year	1.000	1.000	0.029	0.322	0.461	0.392	0.750	0.512	-0.005	0.152	0.452	-0.187	0.015	-0.212	0.161	-0.015	0.249
building_id	1.000	1.000	0.039	0.319	0.460	0.393	0.751	0.579	-0.005	0.146	0.452	-0.179	0.014	-0.211	0.159	-0.017	0.248
building_type	0.029	0.039	1.000	-0.535	0.096	0.069	0.146	0.373	-0.038	0.146	-0.067	-0.046	-0.135	0.083	-0.332	-0.163	-0.259
ceiling_height	0.322	0.319	-0.535	1.000	0.047	0.124	0.202	0.276	0.025	0.028	0.322	-0.038	0.185	-0.093	0.445	0.187	0.407
flats_count	0.461	0.460	0.096	0.047	1.000	0.243	0.476	0.347	-0.033	0.206	0.141	-0.147	-0.003	-0.092	0.028	-0.026	0.088
floor	0.392	0.393	0.069	0.124	0.243	1.000	0.505	0.326	0.001	0.170	0.241	-0.037	0.031	-0.094	0.142	-0.001	0.132
floors_total	0.750	0.751	0.146	0.202	0.476	0.505	1.000	0.406	-0.004	0.305	0.450	-0.095	0.026	-0.179	0.182	-0.033	0.205
has_elevator	0.512	0.579	0.373	0.276	0.347	0.326	0.406	1.000	0.000	0.020	0.134	0.184	0.023	0.114	0.000	0.050	0.037
id	-0.005	-0.005	-0.038	0.025	-0.033	0.001	-0.004	0.000	1.000	0.045	0.015	0.035	0.046	0.027	0.080	0.050	0.046
is_apartment	0.152	0.146	0.146	0.028	0.206	0.170	0.305	0.020	0.045	1.000	0.098	0.082	0.098	0.059	0.107	0.110	0.108
kitchen_area	0.452	0.452	-0.067	0.322	0.141	0.241	0.450	0.134	0.015	0.098	1.000	-0.101	0.370	-0.146	0.368	0.169	0.422
latitude	-0.187	-0.179	-0.046	-0.038	-0.147	-0.037	-0.095	0.184	0.035	0.082	-0.101	1.000	0.022	-0.021	0.053	0.032	-0.022
living_area	0.015	0.014	-0.135	0.185	-0.003	0.031	0.026	0.023	0.046	0.098	0.370	0.022	1.000	-0.057	0.591	0.794	0.788
longitude	-0.212	-0.211	0.083	-0.093	-0.092	-0.094	-0.179	0.114	0.027	0.059	-0.146	-0.021	-0.057	1.000	-0.171	-0.040	-0.110
price	0.161	0.159	-0.332	0.445	0.028	0.142	0.182	0.000	0.080	0.107	0.368	0.053	0.591	-0.171	1.000	0.651	0.758
rooms	-0.015	-0.017	-0.163	0.187	-0.026	-0.001	-0.033	0.050	0.050	0.110	0.169	0.032	0.794	-0.040	0.651	1.000	0.873
total_area	0.249	0.248	-0.259	0.407	0.088	0.132	0.205	0.037	0.046	0.108	0.422	-0.022	0.788	-0.110	0.758	0.873	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	id	floor	is_apartment	kitchen_area	living_area	rooms	studio	total_area	price	building_id	build_year	building_type	latitude	longitude	ceiling_height	flats_count	floors_total	has_elevator
0	0	9	False	9.90	19.900000	1	False	35.099998	9500000	6220	1965	6	55.717113	37.781120	2.64	84	12	True
1	1	7	False	0.00	16.600000	1	False	43.000000	13500000	18012	2001	2	55.794849	37.608013	3.00	97	10	True
2	2	9	False	9.00	32.000000	2	False	56.000000	13500000	17821	2000	4	55.740040	37.761742	2.70	80	10	True
3	3	1	False	10.10	43.099998	3	False	76.000000	20000000	18579	2002	4	55.672016	37.570877	2.64	771	17	True
4	4	3	False	3.00	14.000000	1	False	24.000000	5200000	9293	1971	1	55.808807	37.707306	2.60	208	9	True
5	5	9	False	0.00	0.000000	2	False	51.009998	8490104	23964	2017	4	55.724728	37.743069	2.70	192	17	True
6	6	1	False	6.18	29.340000	2	False	44.520000	9500000	5576	1964	4	55.795589	37.722622	2.64	180	5	False
7	7	7	False	13.50	0.000000	1	False	52.000000	17990000	23007	2015	2	55.656345	37.424335	3.00	512	11	True
8	8	7	False	8.18	19.100000	1	False	35.919998	6300000	13491	1982	4	55.574734	37.668686	2.64	127	16	True
9	9	5	False	8.00	30.000000	2	False	50.000000	5900000	13731	1982	4	55.994698	37.196686	2.64	142	12	True

	id	floor	is_apartment	kitchen_area	living_area	rooms	studio	total_area	price	building_id	build_year	building_type	latitude	longitude	ceiling_height	flats_count	floors_total	has_elevator
9990	9990	9	False	6.60	45.000000	3	False	62.799999	13700000	13723	1982	4	55.902424	37.555599	2.50	287	12	True
9991	9991	1	False	6.00	34.000000	2	False	50.000000	12500000	6525	1966	4	55.711651	37.756416	2.64	143	9	True
9992	9992	9	False	10.00	16.000000	1	False	30.000000	6999999	22901	2015	0	55.504169	37.539032	2.80	1198	21	True
9993	9993	8	False	8.60	30.799999	2	False	46.099998	7900000	7950	1968	6	55.668289	37.615856	2.64	84	12	True
9994	9994	2	False	8.12	30.500000	2	False	52.000000	8100000	15498	1990	4	55.989071	37.148220	2.64	221	17	True
9995	9995	7	False	12.00	38.000000	2	False	90.000000	26000000	16725	1997	2	55.698559	37.844910	3.00	346	27	True
9996	9996	5	False	9.00	32.000000	2	False	55.000000	12245000	3733	1961	1	55.778282	37.517609	3.00	48	5	True
9997	9997	8	False	7.50	19.000000	1	False	38.000000	5800000	22515	2013	4	55.707977	37.930439	2.70	183	17	True
9998	9998	2	False	21.00	0.000000	4	False	100.000000	42000000	23870	2017	2	55.822411	37.432041	3.00	744	19	True
9999	9999	6	False	10.20	45.599998	3	False	74.000000	14000000	14603	1986	4	55.647125	37.405983	2.64	136	17	True

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample